Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 144 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 33.3 KiB |
| Average record size in memory | 236.9 B |
Variable types
| Numeric | 24 |
|---|---|
| Categorical | 1 |
complex_area has constant value "0.0" | Constant |
water_supply is highly overall correlated with Total_Population and 13 other fields | High correlation |
Total_Population is highly overall correlated with water_supply and 14 other fields | High correlation |
Households is highly overall correlated with water_supply and 14 other fields | High correlation |
Population_per_Households is highly overall correlated with water_supply and 15 other fields | High correlation |
Male_Population is highly overall correlated with water_supply and 14 other fields | High correlation |
Female_Population is highly overall correlated with water_supply and 14 other fields | High correlation |
Male_Female_Ratio is highly overall correlated with water_supply and 14 other fields | High correlation |
Population_aging_Ratio is highly overall correlated with water_supply and 14 other fields | High correlation |
Power_usage is highly overall correlated with Population_per_Households and 6 other fields | High correlation |
Num_of_Business is highly overall correlated with water_supply and 14 other fields | High correlation |
Business_above_100 is highly overall correlated with water_supply and 12 other fields | High correlation |
annual_household_income is highly overall correlated with water_supply and 15 other fields | High correlation |
personal_expense is highly overall correlated with water_supply and 15 other fields | High correlation |
benefits_vs_personal_expense is highly overall correlated with Total_Population and 10 other fields | High correlation |
employment_ratio is highly overall correlated with water_supply and 14 other fields | High correlation |
employment_insurance_ratio is highly overall correlated with water_supply and 11 other fields | High correlation |
Average_Temp is highly overall correlated with Power_usage and 4 other fields | High correlation |
Monthly_Rainfall is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Average_Relative_Humadity is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Ground_Temp is highly overall correlated with Power_usage and 4 other fields | High correlation |
Average_Wind is highly overall correlated with water_supply and 11 other fields | High correlation |
Average_Pressure is highly overall correlated with Power_usage and 4 other fields | High correlation |
water_supply has unique values | Unique |
Total_Population has unique values | Unique |
Households has unique values | Unique |
Population_per_Households has unique values | Unique |
Male_Population has unique values | Unique |
Female_Population has unique values | Unique |
Male_Female_Ratio has unique values | Unique |
Power_usage has unique values | Unique |
Num_of_Business has unique values | Unique |
employment_ratio has unique values | Unique |
employment_insurance_ratio has unique values | Unique |
Monthly_Rainfall has 2 (1.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-08-30 08:52:18.087592 |
|---|---|
| Analysis finished | 2023-08-30 08:52:59.314042 |
| Duration | 41.23 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
water_supply
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 174455.52 |
| Minimum | 85003.871 |
|---|---|
| Maximum | 243255.26 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 85003.871 |
|---|---|
| 5-th percentile | 117547.27 |
| Q1 | 155786.24 |
| median | 171852.7 |
| Q3 | 202805.08 |
| 95-th percentile | 220537.17 |
| Maximum | 243255.26 |
| Range | 158251.39 |
| Interquartile range (IQR) | 47018.837 |
Descriptive statistics
| Standard deviation | 33159.008 |
|---|---|
| Coefficient of variation (CV) | 0.19007142 |
| Kurtosis | -0.53491352 |
| Mean | 174455.52 |
| Median Absolute Deviation (MAD) | 24488.717 |
| Skewness | -0.23964704 |
| Sum | 25121595 |
| Variance | 1.0995198 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 118558.0645 | 1 | 0.7% |
| 117525.3571 | 1 | 0.7% |
| 174263.5333 | 1 | 0.7% |
| 193276.3548 | 1 | 0.7% |
| 177701.8667 | 1 | 0.7% |
| 181618.4839 | 1 | 0.7% |
| 198806.6452 | 1 | 0.7% |
| 200301.6429 | 1 | 0.7% |
| 192792.7419 | 1 | 0.7% |
| 195605.7 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 85003.87097 | 1 | |
| 100616.7742 | 1 | |
| 105502.2581 | 1 | |
| 106863.6667 | 1 | |
| 114031.6667 | 1 | |
| 115843.2258 | 1 | |
| 116581.6667 | 1 | |
| 117525.3571 | 1 | |
| 117671.4286 | 1 | |
| 118558.0645 | 1 |
| Value | Count | Frequency (%) |
| 243255.2581 | 1 | |
| 237437.2667 | 1 | |
| 236834.9677 | 1 | |
| 227141.4667 | 1 | |
| 224634.4194 | 1 | |
| 223297.2 | 1 | |
| 222748.4516 | 1 | |
| 220720 | 1 | |
| 219501.129 | 1 | |
| 219279.0357 | 1 |
Total_Population
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 316277.58 |
| Minimum | 238662 |
|---|---|
| Maximum | 387289 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 238662 |
|---|---|
| 5-th percentile | 245079 |
| Q1 | 276064.75 |
| median | 312902 |
| Q3 | 363881.25 |
| 95-th percentile | 384229.2 |
| Maximum | 387289 |
| Range | 148627 |
| Interquartile range (IQR) | 87816.5 |
Descriptive statistics
| Standard deviation | 46665.941 |
|---|---|
| Coefficient of variation (CV) | 0.14754742 |
| Kurtosis | -1.3289562 |
| Mean | 316277.58 |
| Median Absolute Deviation (MAD) | 42287.5 |
| Skewness | 0.027533559 |
| Sum | 45543972 |
| Variance | 2.1777101 × 109 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 238662 | 1 | 0.7% |
| 238786 | 1 | 0.7% |
| 338133 | 1 | 0.7% |
| 340616 | 1 | 0.7% |
| 343820 | 1 | 0.7% |
| 345947 | 1 | 0.7% |
| 347498 | 1 | 0.7% |
| 348587 | 1 | 0.7% |
| 349850 | 1 | 0.7% |
| 351494 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 238662 | 1 | |
| 238786 | 1 | |
| 239430 | 1 | |
| 240134 | 1 | |
| 241505 | 1 | |
| 242559 | 1 | |
| 243433 | 1 | |
| 244950 | 1 | |
| 245810 | 1 | |
| 248174 | 1 |
| Value | Count | Frequency (%) |
| 387289 | 1 | |
| 386573 | 1 | |
| 386496 | 1 | |
| 386301 | 1 | |
| 385808 | 1 | |
| 385000 | 1 | |
| 384714 | 1 | |
| 384306 | 1 | |
| 383794 | 1 | |
| 383052 | 1 |
Households
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 127745.36 |
| Minimum | 91265 |
|---|---|
| Maximum | 167673 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 91265 |
|---|---|
| 5-th percentile | 93756.3 |
| Q1 | 107605.5 |
| median | 124240.5 |
| Q3 | 150172.25 |
| 95-th percentile | 165415.35 |
| Maximum | 167673 |
| Range | 76408 |
| Interquartile range (IQR) | 42566.75 |
Descriptive statistics
| Standard deviation | 23620.844 |
|---|---|
| Coefficient of variation (CV) | 0.18490569 |
| Kurtosis | -1.2569076 |
| Mean | 127745.36 |
| Median Absolute Deviation (MAD) | 19840.5 |
| Skewness | 0.22165878 |
| Sum | 18395332 |
| Variance | 5.5794429 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 91265 | 1 | 0.7% |
| 91411 | 1 | 0.7% |
| 136496 | 1 | 0.7% |
| 137650 | 1 | 0.7% |
| 139075 | 1 | 0.7% |
| 140112 | 1 | 0.7% |
| 140902 | 1 | 0.7% |
| 141532 | 1 | 0.7% |
| 142265 | 1 | 0.7% |
| 143127 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 91265 | 1 | |
| 91411 | 1 | |
| 91723 | 1 | |
| 92041 | 1 | |
| 92371 | 1 | |
| 92819 | 1 | |
| 93273 | 1 | |
| 93708 | 1 | |
| 94030 | 1 | |
| 95675 | 1 |
| Value | Count | Frequency (%) |
| 167673 | 1 | |
| 167158 | 1 | |
| 166969 | 1 | |
| 166840 | 1 | |
| 166446 | 1 | |
| 165915 | 1 | |
| 165676 | 1 | |
| 165450 | 1 | |
| 165219 | 1 | |
| 164928 | 1 |
Population_per_Households
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4925455 |
| Minimum | 2.3097875 |
|---|---|
| Maximum | 2.6150441 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 2.3097875 |
|---|---|
| 5-th percentile | 2.3221924 |
| Q1 | 2.4230954 |
| median | 2.5185185 |
| Q3 | 2.565527 |
| 95-th percentile | 2.6097616 |
| Maximum | 2.6150441 |
| Range | 0.3052566 |
| Interquartile range (IQR) | 0.14243162 |
Descriptive statistics
| Standard deviation | 0.092330161 |
|---|---|
| Coefficient of variation (CV) | 0.037042519 |
| Kurtosis | -0.86867832 |
| Mean | 2.4925455 |
| Median Absolute Deviation (MAD) | 0.06256322 |
| Skewness | -0.63066082 |
| Sum | 358.92655 |
| Variance | 0.0085248587 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.615044102 | 1 | 0.7% |
| 2.612223912 | 1 | 0.7% |
| 2.477237428 | 1 | 0.7% |
| 2.47450781 | 1 | 0.7% |
| 2.472191264 | 1 | 0.7% |
| 2.46907474 | 1 | 0.7% |
| 2.466238946 | 1 | 0.7% |
| 2.462955374 | 1 | 0.7% |
| 2.459143148 | 1 | 0.7% |
| 2.455818958 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 2.309787503 | 1 | |
| 2.312620395 | 1 | |
| 2.314776995 | 1 | |
| 2.315397986 | 1 | |
| 2.317916922 | 1 | |
| 2.320465298 | 1 | |
| 2.321225019 | 1 | |
| 2.322086482 | 1 | |
| 2.322792384 | 1 | |
| 2.322941066 | 1 |
| Value | Count | Frequency (%) |
| 2.615044102 | 1 | |
| 2.614511048 | 1 | |
| 2.614165692 | 1 | |
| 2.613971059 | 1 | |
| 2.613247288 | 1 | |
| 2.612223912 | 1 | |
| 2.610359452 | 1 | |
| 2.609897827 | 1 | |
| 2.608989472 | 1 | |
| 2.596299244 | 1 |
Male_Population
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 162387.49 |
| Minimum | 122842 |
|---|---|
| Maximum | 197673 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 122842 |
|---|---|
| 5-th percentile | 126341.25 |
| Q1 | 141882.5 |
| median | 160773.5 |
| Q3 | 186357.25 |
| 95-th percentile | 196361.8 |
| Maximum | 197673 |
| Range | 74831 |
| Interquartile range (IQR) | 44474.75 |
Descriptive statistics
| Standard deviation | 23544.162 |
|---|---|
| Coefficient of variation (CV) | 0.14498753 |
| Kurtosis | -1.3307111 |
| Mean | 162387.49 |
| Median Absolute Deviation (MAD) | 21352 |
| Skewness | 0.0092956669 |
| Sum | 23383799 |
| Variance | 5.5432756 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 122842 | 1 | 0.7% |
| 122892 | 1 | 0.7% |
| 173752 | 1 | 0.7% |
| 174922 | 1 | 0.7% |
| 176478 | 1 | 0.7% |
| 177521 | 1 | 0.7% |
| 178304 | 1 | 0.7% |
| 178812 | 1 | 0.7% |
| 179431 | 1 | 0.7% |
| 180189 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 122842 | 1 | |
| 122892 | 1 | |
| 123224 | 1 | |
| 123577 | 1 | |
| 124361 | 1 | |
| 124939 | 1 | |
| 125384 | 1 | |
| 126276 | 1 | |
| 126711 | 1 | |
| 128056 | 1 |
| Value | Count | Frequency (%) |
| 197673 | 1 | |
| 197315 | 1 | |
| 197285 | 1 | |
| 197265 | 1 | |
| 197056 | 1 | |
| 196660 | 1 | |
| 196588 | 1 | |
| 196393 | 1 | |
| 196185 | 1 | |
| 195851 | 1 |
Female_Population
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 153890.09 |
| Minimum | 115820 |
|---|---|
| Maximum | 189616 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 115820 |
|---|---|
| 5-th percentile | 118737.75 |
| Q1 | 134182.25 |
| median | 152128.5 |
| Q3 | 177524 |
| 95-th percentile | 187867.4 |
| Maximum | 189616 |
| Range | 73796 |
| Interquartile range (IQR) | 43341.75 |
Descriptive statistics
| Standard deviation | 23123.596 |
|---|---|
| Coefficient of variation (CV) | 0.15026046 |
| Kurtosis | -1.3264188 |
| Mean | 153890.09 |
| Median Absolute Deviation (MAD) | 20935.5 |
| Skewness | 0.046200269 |
| Sum | 22160173 |
| Variance | 5.3470067 × 108 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 115820 | 1 | 0.7% |
| 115894 | 1 | 0.7% |
| 164381 | 1 | 0.7% |
| 165694 | 1 | 0.7% |
| 167342 | 1 | 0.7% |
| 168426 | 1 | 0.7% |
| 169194 | 1 | 0.7% |
| 169775 | 1 | 0.7% |
| 170419 | 1 | 0.7% |
| 171305 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 115820 | 1 | |
| 115894 | 1 | |
| 116206 | 1 | |
| 116557 | 1 | |
| 117144 | 1 | |
| 117620 | 1 | |
| 118049 | 1 | |
| 118674 | 1 | |
| 119099 | 1 | |
| 120118 | 1 |
| Value | Count | Frequency (%) |
| 189616 | 1 | |
| 189288 | 1 | |
| 189181 | 1 | |
| 189036 | 1 | |
| 188752 | 1 | |
| 188340 | 1 | |
| 188126 | 1 | |
| 187913 | 1 | |
| 187609 | 1 | |
| 187201 | 1 |
Male_Female_Ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0560348 |
| Minimum | 1.0422478 |
|---|---|
| Maximum | 1.066085 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.0422478 |
|---|---|
| 5-th percentile | 1.0451897 |
| Q1 | 1.0509673 |
| median | 1.0581916 |
| Q3 | 1.0604036 |
| 95-th percentile | 1.0635272 |
| Maximum | 1.066085 |
| Range | 0.023837225 |
| Interquartile range (IQR) | 0.009436305 |
Descriptive statistics
| Standard deviation | 0.0058820136 |
|---|---|
| Coefficient of variation (CV) | 0.0055699052 |
| Kurtosis | -0.6757889 |
| Mean | 1.0560348 |
| Median Absolute Deviation (MAD) | 0.0034206822 |
| Skewness | -0.64042053 |
| Sum | 152.06901 |
| Variance | 3.4598085 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.060628562 | 1 | 0.7% |
| 1.060382764 | 1 | 0.7% |
| 1.057007805 | 1 | 0.7% |
| 1.055693024 | 1 | 0.7% |
| 1.054594782 | 1 | 0.7% |
| 1.053999976 | 1 | 0.7% |
| 1.053843517 | 1 | 0.7% |
| 1.053229274 | 1 | 0.7% |
| 1.052881428 | 1 | 0.7% |
| 1.051860716 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 1.042247792 | 1 | |
| 1.04249114 | 1 | |
| 1.042995861 | 1 | |
| 1.043531391 | 1 | |
| 1.043994236 | 1 | |
| 1.044175427 | 1 | |
| 1.044980492 | 1 | |
| 1.045127266 | 1 | |
| 1.045543496 | 1 | |
| 1.04555048 | 1 |
| Value | Count | Frequency (%) |
| 1.066085016 | 1 | |
| 1.064815122 | 1 | |
| 1.064633519 | 1 | |
| 1.064311844 | 1 | |
| 1.064057839 | 1 | |
| 1.063913215 | 1 | |
| 1.063607933 | 1 | |
| 1.063528583 | 1 | |
| 1.063519207 | 1 | |
| 1.063278322 | 1 |
Population_aging_Ratio
Real number (ℝ)
| Distinct | 55 |
|---|---|
| Distinct (%) | 38.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.809028 |
| Minimum | 8.8 |
|---|---|
| Maximum | 14.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 8.8 |
|---|---|
| 5-th percentile | 8.9 |
| Q1 | 9.575 |
| median | 10.5 |
| Q3 | 11.825 |
| 95-th percentile | 13.785 |
| Maximum | 14.3 |
| Range | 5.5 |
| Interquartile range (IQR) | 2.25 |
Descriptive statistics
| Standard deviation | 1.5379085 |
|---|---|
| Coefficient of variation (CV) | 0.14228001 |
| Kurtosis | -0.66773731 |
| Mean | 10.809028 |
| Median Absolute Deviation (MAD) | 1.15 |
| Skewness | 0.59128553 |
| Sum | 1556.5 |
| Variance | 2.3651627 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.9 | 12 | 8.3% |
| 9 | 8 | 5.6% |
| 10.7 | 6 | 4.2% |
| 9.7 | 6 | 4.2% |
| 10.4 | 5 | 3.5% |
| 9.3 | 5 | 3.5% |
| 10.6 | 5 | 3.5% |
| 10.3 | 4 | 2.8% |
| 11.3 | 4 | 2.8% |
| 9.8 | 4 | 2.8% |
| Other values (45) | 85 |
| Value | Count | Frequency (%) |
| 8.8 | 2 | 1.4% |
| 8.9 | 12 | |
| 9 | 8 | |
| 9.1 | 3 | 2.1% |
| 9.2 | 2 | 1.4% |
| 9.3 | 5 | |
| 9.4 | 2 | 1.4% |
| 9.5 | 2 | 1.4% |
| 9.6 | 2 | 1.4% |
| 9.7 | 6 |
| Value | Count | Frequency (%) |
| 14.3 | 1 | |
| 14.2 | 1 | |
| 14.1 | 2 | |
| 14 | 1 | |
| 13.9 | 1 | |
| 13.8 | 2 | |
| 13.7 | 1 | |
| 13.6 | 2 | |
| 13.5 | 1 | |
| 13.4 | 1 |
Power_usage
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0073793 × 108 |
| Minimum | 1.47606 × 108 |
|---|---|
| Maximum | 2.8446638 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.47606 × 108 |
|---|---|
| 5-th percentile | 1.581396 × 108 |
| Q1 | 1.7258729 × 108 |
| median | 1.9605084 × 108 |
| Q3 | 2.2232095 × 108 |
| 95-th percentile | 2.5489318 × 108 |
| Maximum | 2.8446638 × 108 |
| Range | 1.3686038 × 108 |
| Interquartile range (IQR) | 49733656 |
Descriptive statistics
| Standard deviation | 32292591 |
|---|---|
| Coefficient of variation (CV) | 0.1608694 |
| Kurtosis | -0.54590484 |
| Mean | 2.0073793 × 108 |
| Median Absolute Deviation (MAD) | 24998163 |
| Skewness | 0.42834281 |
| Sum | 2.8906262 × 1010 |
| Variance | 1.0428114 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 229454000 | 1 | 0.7% |
| 221621000 | 1 | 0.7% |
| 193876666 | 1 | 0.7% |
| 170929350 | 1 | 0.7% |
| 207439099 | 1 | 0.7% |
| 250880110 | 1 | 0.7% |
| 273522068 | 1 | 0.7% |
| 280500650 | 1 | 0.7% |
| 224115213 | 1 | 0.7% |
| 212607585 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 147606000 | 1 | |
| 149051000 | 1 | |
| 151133000 | 1 | |
| 153040000 | 1 | |
| 154239000 | 1 | |
| 155703000 | 1 | |
| 157347000 | 1 | |
| 158130000 | 1 | |
| 158194000 | 1 | |
| 158489000 | 1 |
| Value | Count | Frequency (%) |
| 284466375 | 1 | |
| 280500650 | 1 | |
| 273522068 | 1 | |
| 272941409 | 1 | |
| 270886086 | 1 | |
| 262746401 | 1 | |
| 255527156 | 1 | |
| 255370413 | 1 | |
| 252188830 | 1 | |
| 251747575 | 1 |
Num_of_Business
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15998.542 |
| Minimum | 10030 |
|---|---|
| Maximum | 21577 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 10030 |
|---|---|
| 5-th percentile | 10791.3 |
| Q1 | 13318.25 |
| median | 16104 |
| Q3 | 18997.5 |
| 95-th percentile | 21179.1 |
| Maximum | 21577 |
| Range | 11547 |
| Interquartile range (IQR) | 5679.25 |
Descriptive statistics
| Standard deviation | 3244.9787 |
|---|---|
| Coefficient of variation (CV) | 0.20282966 |
| Kurtosis | -1.1332359 |
| Mean | 15998.542 |
| Median Absolute Deviation (MAD) | 2794.5 |
| Skewness | -0.056665141 |
| Sum | 2303790 |
| Variance | 10529887 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11587 | 1 | 0.7% |
| 11729 | 1 | 0.7% |
| 17981 | 1 | 0.7% |
| 17573 | 1 | 0.7% |
| 17910 | 1 | 0.7% |
| 19083 | 1 | 0.7% |
| 17763 | 1 | 0.7% |
| 16822 | 1 | 0.7% |
| 16711 | 1 | 0.7% |
| 17651 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 10030 | 1 | |
| 10164 | 1 | |
| 10172 | 1 | |
| 10325 | 1 | |
| 10545 | 1 | |
| 10589 | 1 | |
| 10641 | 1 | |
| 10791 | 1 | |
| 10793 | 1 | |
| 10903 | 1 |
| Value | Count | Frequency (%) |
| 21577 | 1 | |
| 21471 | 1 | |
| 21438 | 1 | |
| 21424 | 1 | |
| 21378 | 1 | |
| 21343 | 1 | |
| 21207 | 1 | |
| 21198 | 1 | |
| 21072 | 1 | |
| 20650 | 1 |
Business_above_100
Real number (ℝ)
| Distinct | 39 |
|---|---|
| Distinct (%) | 27.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.465278 |
| Minimum | 44 |
|---|---|
| Maximum | 87 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 44 |
|---|---|
| 5-th percentile | 51 |
| Q1 | 57 |
| median | 68.5 |
| Q3 | 76 |
| 95-th percentile | 82 |
| Maximum | 87 |
| Range | 43 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 10.816274 |
|---|---|
| Coefficient of variation (CV) | 0.16032357 |
| Kurtosis | -1.2255937 |
| Mean | 67.465278 |
| Median Absolute Deviation (MAD) | 10.5 |
| Skewness | -0.14970513 |
| Sum | 9715 |
| Variance | 116.99179 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 73 | 10 | 6.9% |
| 74 | 10 | 6.9% |
| 58 | 7 | 4.9% |
| 57 | 7 | 4.9% |
| 80 | 7 | 4.9% |
| 79 | 7 | 4.9% |
| 56 | 7 | 4.9% |
| 82 | 6 | 4.2% |
| 68 | 5 | 3.5% |
| 75 | 5 | 3.5% |
| Other values (29) | 73 |
| Value | Count | Frequency (%) |
| 44 | 1 | 0.7% |
| 48 | 2 | 1.4% |
| 49 | 2 | 1.4% |
| 50 | 1 | 0.7% |
| 51 | 3 | |
| 52 | 4 | |
| 53 | 3 | |
| 54 | 4 | |
| 55 | 4 | |
| 56 | 7 |
| Value | Count | Frequency (%) |
| 87 | 1 | 0.7% |
| 86 | 1 | 0.7% |
| 85 | 2 | 1.4% |
| 84 | 2 | 1.4% |
| 82 | 6 | |
| 81 | 5 | |
| 80 | 7 | |
| 79 | 7 | |
| 78 | 2 | 1.4% |
| 77 | 2 | 1.4% |
complex_area
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.3 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 432 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 144 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 144 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 288 | |
| . | 144 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 288 | |
| Other Punctuation | 144 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 288 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 144 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 432 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 288 | |
| . | 144 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 432 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 288 | |
| . | 144 |
annual_household_income
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 751.66667 |
| Minimum | 619 |
|---|---|
| Maximum | 917 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 619 |
|---|---|
| 5-th percentile | 619 |
| Q1 | 661.5 |
| median | 721 |
| Q3 | 845.75 |
| 95-th percentile | 917 |
| Maximum | 917 |
| Range | 298 |
| Interquartile range (IQR) | 184.25 |
Descriptive statistics
| Standard deviation | 104.75493 |
|---|---|
| Coefficient of variation (CV) | 0.13936354 |
| Kurtosis | -1.289791 |
| Mean | 751.66667 |
| Median Absolute Deviation (MAD) | 70.5 |
| Skewness | 0.47313093 |
| Sum | 108240 |
| Variance | 10973.594 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 641 | 12 | |
| 619 | 12 | |
| 662 | 12 | |
| 710 | 12 | |
| 660 | 12 | |
| 692 | 12 | |
| 732 | 12 | |
| 753 | 12 | |
| 831 | 12 | |
| 913 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 619 | 12 | |
| 641 | 12 | |
| 660 | 12 | |
| 662 | 12 | |
| 692 | 12 | |
| 710 | 12 | |
| 732 | 12 | |
| 753 | 12 | |
| 831 | 12 | |
| 890 | 12 |
| Value | Count | Frequency (%) |
| 917 | 12 | |
| 913 | 12 | |
| 890 | 12 | |
| 831 | 12 | |
| 753 | 12 | |
| 732 | 12 | |
| 710 | 12 | |
| 692 | 12 | |
| 662 | 12 | |
| 660 | 12 |
High_School_Graduate_num
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2272.4167 |
| Minimum | 1819 |
|---|---|
| Maximum | 2497 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1819 |
|---|---|
| 5-th percentile | 1819 |
| Q1 | 2182.75 |
| median | 2318.5 |
| Q3 | 2418.25 |
| 95-th percentile | 2497 |
| Maximum | 2497 |
| Range | 678 |
| Interquartile range (IQR) | 235.5 |
Descriptive statistics
| Standard deviation | 187.81472 |
|---|---|
| Coefficient of variation (CV) | 0.082649774 |
| Kurtosis | 0.42829498 |
| Mean | 2272.4167 |
| Median Absolute Deviation (MAD) | 118 |
| Skewness | -1.0381759 |
| Sum | 327228 |
| Variance | 35274.371 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 1819 | 12 | |
| 2146 | 12 | |
| 2195 | 12 | |
| 2306 | 12 | |
| 2378 | 12 | |
| 2414 | 12 | |
| 2331 | 12 | |
| 2431 | 12 | |
| 2497 | 12 | |
| 2453 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 1819 | 12 | |
| 2053 | 12 | |
| 2146 | 12 | |
| 2195 | 12 | |
| 2246 | 12 | |
| 2306 | 12 | |
| 2331 | 12 | |
| 2378 | 12 | |
| 2414 | 12 | |
| 2431 | 12 |
| Value | Count | Frequency (%) |
| 2497 | 12 | |
| 2453 | 12 | |
| 2431 | 12 | |
| 2414 | 12 | |
| 2378 | 12 | |
| 2331 | 12 | |
| 2306 | 12 | |
| 2246 | 12 | |
| 2195 | 12 | |
| 2146 | 12 |
High_School_Graduate_ratio
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.64851804 |
| Minimum | 0.55677992 |
|---|---|
| Maximum | 0.69411432 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.55677992 |
|---|---|
| 5-th percentile | 0.55677992 |
| Q1 | 0.6328323 |
| median | 0.65195087 |
| Q3 | 0.6712242 |
| 95-th percentile | 0.69411432 |
| Maximum | 0.69411432 |
| Range | 0.1373344 |
| Interquartile range (IQR) | 0.038391901 |
Descriptive statistics
| Standard deviation | 0.035231399 |
|---|---|
| Coefficient of variation (CV) | 0.054326013 |
| Kurtosis | 1.4024732 |
| Mean | 0.64851804 |
| Median Absolute Deviation (MAD) | 0.019146947 |
| Skewness | -1.1794514 |
| Sum | 93.386598 |
| Variance | 0.0012412515 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0.5567799204 | 12 | |
| 0.6689526185 | 12 | |
| 0.6327471894 | 12 | |
| 0.6523338048 | 12 | |
| 0.6759522456 | 12 | |
| 0.6865756542 | 12 | |
| 0.6354961832 | 12 | |
| 0.6515679443 | 12 | |
| 0.6251877817 | 12 | |
| 0.6941143181 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 0.5567799204 | 12 | |
| 0.6251877817 | 12 | |
| 0.6327471894 | 12 | |
| 0.6328606658 | 12 | |
| 0.6354961832 | 12 | |
| 0.6515679443 | 12 | |
| 0.6523338048 | 12 | |
| 0.6689526185 | 12 | |
| 0.6696481813 | 12 | |
| 0.6759522456 | 12 |
| Value | Count | Frequency (%) |
| 0.6941143181 | 12 | |
| 0.6865756542 | 12 | |
| 0.6759522456 | 12 | |
| 0.6696481813 | 12 | |
| 0.6689526185 | 12 | |
| 0.6523338048 | 12 | |
| 0.6515679443 | 12 | |
| 0.6354961832 | 12 | |
| 0.6328606658 | 12 | |
| 0.6327471894 | 12 |
personal_expense
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57997920 |
| Minimum | 40694093 |
|---|---|
| Maximum | 82408773 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 40694093 |
|---|---|
| 5-th percentile | 40694093 |
| Q1 | 48528759 |
| median | 54003778 |
| Q3 | 68857711 |
| 95-th percentile | 82408773 |
| Maximum | 82408773 |
| Range | 41714680 |
| Interquartile range (IQR) | 20328952 |
Descriptive statistics
| Standard deviation | 13223948 |
|---|---|
| Coefficient of variation (CV) | 0.22800727 |
| Kurtosis | -1.0917393 |
| Mean | 57997920 |
| Median Absolute Deviation (MAD) | 9190716.5 |
| Skewness | 0.49143088 |
| Sum | 8.3517005 × 109 |
| Variance | 1.7487279 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 40694093 | 12 | |
| 43233156 | 12 | |
| 46392968 | 12 | |
| 49589574 | 12 | |
| 49240689 | 12 | |
| 52146196 | 12 | |
| 55861361 | 12 | |
| 59772108 | 12 | |
| 67054624 | 12 | |
| 74266972 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 40694093 | 12 | |
| 43233156 | 12 | |
| 46392968 | 12 | |
| 49240689 | 12 | |
| 49589574 | 12 | |
| 52146196 | 12 | |
| 55861361 | 12 | |
| 59772108 | 12 | |
| 67054624 | 12 | |
| 74266972 | 12 |
| Value | Count | Frequency (%) |
| 82408773 | 12 | |
| 75314524 | 12 | |
| 74266972 | 12 | |
| 67054624 | 12 | |
| 59772108 | 12 | |
| 55861361 | 12 | |
| 52146196 | 12 | |
| 49589574 | 12 | |
| 49240689 | 12 | |
| 46392968 | 12 |
benefits_vs_personal_expense
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.041667 |
| Minimum | 17.1 |
|---|---|
| Maximum | 24.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 17.1 |
|---|---|
| 5-th percentile | 17.1 |
| Q1 | 19.7 |
| median | 21.3 |
| Q3 | 22.45 |
| 95-th percentile | 24.1 |
| Maximum | 24.1 |
| Range | 7 |
| Interquartile range (IQR) | 2.75 |
Descriptive statistics
| Standard deviation | 2.1241699 |
|---|---|
| Coefficient of variation (CV) | 0.10095065 |
| Kurtosis | -0.83819544 |
| Mean | 21.041667 |
| Median Absolute Deviation (MAD) | 1.3 |
| Skewness | -0.37820803 |
| Sum | 3030 |
| Variance | 4.5120979 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 18 | 12 | |
| 18.8 | 12 | |
| 20 | 12 | |
| 21.4 | 12 | |
| 17.1 | 12 | |
| 24.1 | 12 | |
| 23.9 | 12 | |
| 21.2 | 12 | |
| 22 | 12 | |
| 22.4 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 17.1 | 12 | |
| 18 | 12 | |
| 18.8 | 12 | |
| 20 | 12 | |
| 21 | 12 | |
| 21.2 | 12 | |
| 21.4 | 12 | |
| 22 | 12 | |
| 22.4 | 12 | |
| 22.6 | 12 |
| Value | Count | Frequency (%) |
| 24.1 | 12 | |
| 23.9 | 12 | |
| 22.6 | 12 | |
| 22.4 | 12 | |
| 22 | 12 | |
| 21.4 | 12 | |
| 21.2 | 12 | |
| 21 | 12 | |
| 20 | 12 | |
| 18.8 | 12 |
employment_ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69933.951 |
| Minimum | 53617 |
|---|---|
| Maximum | 84402 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 53617 |
|---|---|
| 5-th percentile | 55505.95 |
| Q1 | 61301.75 |
| median | 71043 |
| Q3 | 77994.75 |
| 95-th percentile | 83338 |
| Maximum | 84402 |
| Range | 30785 |
| Interquartile range (IQR) | 16693 |
Descriptive statistics
| Standard deviation | 9216.4649 |
|---|---|
| Coefficient of variation (CV) | 0.13178813 |
| Kurtosis | -1.3586137 |
| Mean | 69933.951 |
| Median Absolute Deviation (MAD) | 8758 |
| Skewness | -0.10591259 |
| Sum | 10070489 |
| Variance | 84943226 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 53617 | 1 | 0.7% |
| 53943 | 1 | 0.7% |
| 75137 | 1 | 0.7% |
| 75273 | 1 | 0.7% |
| 75592 | 1 | 0.7% |
| 75837 | 1 | 0.7% |
| 75373 | 1 | 0.7% |
| 76304 | 1 | 0.7% |
| 76435 | 1 | 0.7% |
| 76812 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 53617 | 1 | |
| 53943 | 1 | |
| 54080 | 1 | |
| 54774 | 1 | |
| 55284 | 1 | |
| 55291 | 1 | |
| 55355 | 1 | |
| 55501 | 1 | |
| 55534 | 1 | |
| 55855 | 1 |
| Value | Count | Frequency (%) |
| 84402 | 1 | |
| 84335 | 1 | |
| 84104 | 1 | |
| 83975 | 1 | |
| 83822 | 1 | |
| 83801 | 1 | |
| 83769 | 1 | |
| 83377 | 1 | |
| 83117 | 1 | |
| 82667 | 1 |
employment_insurance_ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.22164319 |
| Minimum | 0.21151504 |
|---|---|
| Maximum | 0.23114456 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.21151504 |
|---|---|
| 5-th percentile | 0.21363826 |
| Q1 | 0.21738831 |
| median | 0.22262514 |
| Q3 | 0.2257319 |
| 95-th percentile | 0.22825204 |
| Maximum | 0.23114456 |
| Range | 0.019629519 |
| Interquartile range (IQR) | 0.0083435902 |
Descriptive statistics
| Standard deviation | 0.0047727584 |
|---|---|
| Coefficient of variation (CV) | 0.021533522 |
| Kurtosis | -1.0357881 |
| Mean | 0.22164319 |
| Median Absolute Deviation (MAD) | 0.0038816959 |
| Skewness | -0.25806945 |
| Sum | 31.916619 |
| Variance | 2.2779223 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2246566274 | 1 | 0.7% |
| 0.2259052038 | 1 | 0.7% |
| 0.2222113784 | 1 | 0.7% |
| 0.2209907932 | 1 | 0.7% |
| 0.2198592287 | 1 | 0.7% |
| 0.2192156602 | 1 | 0.7% |
| 0.2169019678 | 1 | 0.7% |
| 0.2188951395 | 1 | 0.7% |
| 0.2184793483 | 1 | 0.7% |
| 0.218530046 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 0.2115150375 | 1 | |
| 0.2127317081 | 1 | |
| 0.2130454937 | 1 | |
| 0.2131717617 | 1 | |
| 0.2133168569 | 1 | |
| 0.2133401616 | 1 | |
| 0.2133895804 | 1 | |
| 0.21359883 | 1 | |
| 0.2138616673 | 1 | |
| 0.2139397165 | 1 |
| Value | Count | Frequency (%) |
| 0.2311445568 | 1 | |
| 0.2300699279 | 1 | |
| 0.2299596725 | 1 | |
| 0.2289145152 | 1 | |
| 0.2288144328 | 1 | |
| 0.2286213133 | 1 | |
| 0.2283275097 | 1 | |
| 0.2282653055 | 1 | |
| 0.228176869 | 1 | |
| 0.2280976455 | 1 |
Average_Temp
Real number (ℝ)
| Distinct | 115 |
|---|---|
| Distinct (%) | 79.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.974306 |
| Minimum | -7.2 |
|---|---|
| Maximum | 28.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 23 |
| Negative (%) | 16.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -7.2 |
|---|---|
| 5-th percentile | -2.74 |
| Q1 | 3.375 |
| median | 14.15 |
| Q3 | 22.6 |
| 95-th percentile | 26.84 |
| Maximum | 28.8 |
| Range | 36 |
| Interquartile range (IQR) | 19.225 |
Descriptive statistics
| Standard deviation | 10.269009 |
|---|---|
| Coefficient of variation (CV) | 0.79148817 |
| Kurtosis | -1.3458001 |
| Mean | 12.974306 |
| Median Absolute Deviation (MAD) | 8.95 |
| Skewness | -0.16407331 |
| Sum | 1868.3 |
| Variance | 105.45255 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25.8 | 3 | 2.1% |
| 21.8 | 3 | 2.1% |
| -0.9 | 3 | 2.1% |
| 23.1 | 3 | 2.1% |
| 25.9 | 3 | 2.1% |
| 14.2 | 2 | 1.4% |
| 1.4 | 2 | 1.4% |
| 24.1 | 2 | 1.4% |
| 22.1 | 2 | 1.4% |
| 15.6 | 2 | 1.4% |
| Other values (105) | 119 |
| Value | Count | Frequency (%) |
| -7.2 | 1 | |
| -4.5 | 1 | |
| -4.1 | 1 | |
| -4 | 1 | |
| -3.4 | 1 | |
| -3.2 | 1 | |
| -2.9 | 1 | |
| -2.8 | 1 | |
| -2.4 | 1 | |
| -2 | 1 |
| Value | Count | Frequency (%) |
| 28.8 | 1 | |
| 28.1 | 1 | |
| 28 | 1 | |
| 27.8 | 1 | |
| 27.7 | 1 | |
| 27.2 | 1 | |
| 27.1 | 1 | |
| 26.9 | 1 | |
| 26.5 | 2 | |
| 26.3 | 1 |
Monthly_Rainfall
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 137 |
|---|---|
| Distinct (%) | 95.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 110.91528 |
| Minimum | 0 |
|---|---|
| Maximum | 1131 |
| Zeros | 2 |
| Zeros (%) | 1.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.115 |
| Q1 | 25.375 |
| median | 60.8 |
| Q3 | 130.475 |
| 95-th percentile | 442.24 |
| Maximum | 1131 |
| Range | 1131 |
| Interquartile range (IQR) | 105.1 |
Descriptive statistics
| Standard deviation | 159.6245 |
|---|---|
| Coefficient of variation (CV) | 1.439157 |
| Kurtosis | 14.428819 |
| Mean | 110.91528 |
| Median Absolute Deviation (MAD) | 44.25 |
| Skewness | 3.3877616 |
| Sum | 15971.8 |
| Variance | 25479.98 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 29.1 | 2 | 1.4% |
| 104.6 | 2 | 1.4% |
| 0 | 2 | 1.4% |
| 7.9 | 2 | 1.4% |
| 25.6 | 2 | 1.4% |
| 7.1 | 2 | 1.4% |
| 16.1 | 2 | 1.4% |
| 29.3 | 1 | 0.7% |
| 26.5 | 1 | 0.7% |
| 40.7 | 1 | 0.7% |
| Other values (127) | 127 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.8 | 1 | |
| 1 | 1 | |
| 4.6 | 1 | |
| 6.7 | 1 | |
| 7.1 | 2 | |
| 7.2 | 1 | |
| 7.9 | 2 | |
| 8.2 | 1 | |
| 8.5 | 1 |
| Value | Count | Frequency (%) |
| 1131 | 1 | |
| 676.2 | 1 | |
| 675.7 | 1 | |
| 671.5 | 1 | |
| 621 | 1 | |
| 598.7 | 1 | |
| 464.9 | 1 | |
| 448.9 | 1 | |
| 404.5 | 1 | |
| 358.2 | 1 |
Average_Relative_Humadity
Real number (ℝ)
| Distinct | 34 |
|---|---|
| Distinct (%) | 23.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.208333 |
| Minimum | 43 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 43 |
|---|---|
| 5-th percentile | 47.15 |
| Q1 | 54 |
| median | 59 |
| Q3 | 65 |
| 95-th percentile | 74 |
| Maximum | 85 |
| Range | 42 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.4868265 |
|---|---|
| Coefficient of variation (CV) | 0.14095767 |
| Kurtosis | -0.24595549 |
| Mean | 60.208333 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.45355222 |
| Sum | 8670 |
| Variance | 72.026224 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 54 | 10 | 6.9% |
| 56 | 10 | 6.9% |
| 58 | 9 | 6.2% |
| 61 | 8 | 5.6% |
| 59 | 8 | 5.6% |
| 55 | 7 | 4.9% |
| 74 | 6 | 4.2% |
| 63 | 6 | 4.2% |
| 60 | 6 | 4.2% |
| 57 | 6 | 4.2% |
| Other values (24) | 68 |
| Value | Count | Frequency (%) |
| 43 | 1 | 0.7% |
| 45 | 2 | 1.4% |
| 46 | 3 | |
| 47 | 2 | 1.4% |
| 48 | 3 | |
| 49 | 2 | 1.4% |
| 50 | 2 | 1.4% |
| 51 | 5 | |
| 52 | 5 | |
| 53 | 2 | 1.4% |
| Value | Count | Frequency (%) |
| 85 | 1 | 0.7% |
| 79 | 2 | 1.4% |
| 78 | 1 | 0.7% |
| 77 | 3 | |
| 74 | 6 | |
| 73 | 3 | |
| 72 | 1 | 0.7% |
| 71 | 5 | |
| 70 | 2 | 1.4% |
| 69 | 4 |
Ground_Temp
Real number (ℝ)
| Distinct | 118 |
|---|---|
| Distinct (%) | 81.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.661111 |
| Minimum | -4.7 |
|---|---|
| Maximum | 31.9 |
| Zeros | 1 |
| Zeros (%) | 0.7% |
| Negative | 19 |
| Negative (%) | 13.2% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -4.7 |
|---|---|
| 5-th percentile | -1.385 |
| Q1 | 4.525 |
| median | 15.8 |
| Q3 | 25.125 |
| 95-th percentile | 28.87 |
| Maximum | 31.9 |
| Range | 36.6 |
| Interquartile range (IQR) | 20.6 |
Descriptive statistics
| Standard deviation | 11.070285 |
|---|---|
| Coefficient of variation (CV) | 0.75507816 |
| Kurtosis | -1.4584085 |
| Mean | 14.661111 |
| Median Absolute Deviation (MAD) | 10.05 |
| Skewness | -0.12499414 |
| Sum | 2111.2 |
| Variance | 122.5512 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 28.3 | 4 | 2.8% |
| 28.2 | 3 | 2.1% |
| 1.6 | 3 | 2.1% |
| -0.4 | 3 | 2.1% |
| 1 | 2 | 1.4% |
| 8.1 | 2 | 1.4% |
| -0.7 | 2 | 1.4% |
| 29.7 | 2 | 1.4% |
| 25.1 | 2 | 1.4% |
| 26.5 | 2 | 1.4% |
| Other values (108) | 119 |
| Value | Count | Frequency (%) |
| -4.7 | 1 | |
| -2.8 | 1 | |
| -2.3 | 1 | |
| -2 | 2 | |
| -1.9 | 1 | |
| -1.5 | 1 | |
| -1.4 | 1 | |
| -1.3 | 1 | |
| -1.2 | 1 | |
| -1.1 | 1 |
| Value | Count | Frequency (%) |
| 31.9 | 1 | |
| 31.8 | 1 | |
| 31.3 | 1 | |
| 29.7 | 2 | |
| 29.5 | 1 | |
| 29.2 | 1 | |
| 28.9 | 1 | |
| 28.7 | 1 | |
| 28.6 | 1 | |
| 28.4 | 1 |
Average_Wind
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 14.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4111111 |
| Minimum | 1.4 |
|---|---|
| Maximum | 3.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.4 |
|---|---|
| 5-th percentile | 1.7 |
| Q1 | 2.1 |
| median | 2.4 |
| Q3 | 2.7 |
| 95-th percentile | 3.1 |
| Maximum | 3.5 |
| Range | 2.1 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.42444717 |
|---|---|
| Coefficient of variation (CV) | 0.176038 |
| Kurtosis | -0.033290115 |
| Mean | 2.4111111 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 0.18502206 |
| Sum | 347.2 |
| Variance | 0.1801554 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 2.4 | 20 | |
| 2.1 | 17 | |
| 2.3 | 14 | |
| 2.2 | 11 | 7.6% |
| 2.5 | 10 | 6.9% |
| 2.8 | 10 | 6.9% |
| 2.7 | 9 | 6.2% |
| 2.6 | 8 | 5.6% |
| 2.9 | 7 | 4.9% |
| 3 | 6 | 4.2% |
| Other values (11) | 32 |
| Value | Count | Frequency (%) |
| 1.4 | 1 | 0.7% |
| 1.5 | 2 | 1.4% |
| 1.6 | 2 | 1.4% |
| 1.7 | 4 | 2.8% |
| 1.8 | 5 | 3.5% |
| 1.9 | 4 | 2.8% |
| 2 | 5 | 3.5% |
| 2.1 | 17 | |
| 2.2 | 11 | |
| 2.3 | 14 |
| Value | Count | Frequency (%) |
| 3.5 | 1 | 0.7% |
| 3.4 | 4 | 2.8% |
| 3.2 | 2 | 1.4% |
| 3.1 | 2 | 1.4% |
| 3 | 6 | |
| 2.9 | 7 | |
| 2.8 | 10 | |
| 2.7 | 9 | |
| 2.6 | 8 | |
| 2.5 | 10 |
Average_Pressure
Real number (ℝ)
| Distinct | 105 |
|---|---|
| Distinct (%) | 72.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1006.0812 |
| Minimum | 995.3 |
|---|---|
| Maximum | 1016.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 995.3 |
|---|---|
| 5-th percentile | 996.715 |
| Q1 | 999.475 |
| median | 1007.1 |
| Q3 | 1012.225 |
| 95-th percentile | 1015.07 |
| Maximum | 1016.8 |
| Range | 21.5 |
| Interquartile range (IQR) | 12.75 |
Descriptive statistics
| Standard deviation | 6.5182795 |
|---|---|
| Coefficient of variation (CV) | 0.0064788798 |
| Kurtosis | -1.4232997 |
| Mean | 1006.0812 |
| Median Absolute Deviation (MAD) | 5.85 |
| Skewness | -0.0990811 |
| Sum | 144875.7 |
| Variance | 42.487968 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1010.7 | 6 | 4.2% |
| 998.6 | 4 | 2.8% |
| 1003.3 | 3 | 2.1% |
| 996.9 | 3 | 2.1% |
| 997.7 | 3 | 2.1% |
| 996 | 3 | 2.1% |
| 1009.1 | 2 | 1.4% |
| 1002.6 | 2 | 1.4% |
| 998.9 | 2 | 1.4% |
| 996.8 | 2 | 1.4% |
| Other values (95) | 114 |
| Value | Count | Frequency (%) |
| 995.3 | 1 | 0.7% |
| 996 | 3 | |
| 996.2 | 2 | |
| 996.4 | 1 | 0.7% |
| 996.7 | 1 | 0.7% |
| 996.8 | 2 | |
| 996.9 | 3 | |
| 997.2 | 2 | |
| 997.3 | 1 | 0.7% |
| 997.4 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 1016.8 | 1 | |
| 1016.7 | 1 | |
| 1016.1 | 1 | |
| 1015.9 | 1 | |
| 1015.4 | 1 | |
| 1015.3 | 1 | |
| 1015.1 | 2 | |
| 1014.9 | 1 | |
| 1014.8 | 1 | |
| 1014.7 | 1 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| water_supply | 1.000 | 0.914 | 0.914 | -0.905 | 0.914 | 0.914 | -0.845 | 0.913 | 0.403 | 0.905 | 0.596 | 0.875 | 0.399 | 0.195 | 0.902 | 0.458 | 0.912 | -0.685 | 0.183 | 0.088 | 0.139 | 0.177 | -0.569 | -0.085 |
| Total_Population | 0.914 | 1.000 | 1.000 | -0.997 | 1.000 | 1.000 | -0.932 | 0.999 | 0.491 | 0.986 | 0.641 | 0.934 | 0.390 | 0.216 | 0.990 | 0.558 | 0.998 | -0.690 | 0.073 | 0.035 | 0.097 | 0.064 | -0.561 | 0.024 |
| Households | 0.914 | 1.000 | 1.000 | -0.997 | 1.000 | 1.000 | -0.932 | 0.999 | 0.491 | 0.986 | 0.641 | 0.934 | 0.390 | 0.216 | 0.990 | 0.558 | 0.998 | -0.690 | 0.073 | 0.034 | 0.097 | 0.064 | -0.561 | 0.024 |
| Population_per_Households | -0.905 | -0.997 | -0.997 | 1.000 | -0.997 | -0.997 | 0.940 | -0.997 | -0.518 | -0.982 | -0.642 | -0.934 | -0.389 | -0.213 | -0.989 | -0.557 | -0.996 | 0.684 | -0.043 | -0.008 | -0.068 | -0.036 | 0.545 | -0.044 |
| Male_Population | 0.914 | 1.000 | 1.000 | -0.997 | 1.000 | 1.000 | -0.932 | 0.999 | 0.491 | 0.986 | 0.641 | 0.934 | 0.390 | 0.216 | 0.990 | 0.558 | 0.998 | -0.690 | 0.073 | 0.035 | 0.098 | 0.064 | -0.561 | 0.024 |
| Female_Population | 0.914 | 1.000 | 1.000 | -0.997 | 1.000 | 1.000 | -0.932 | 0.999 | 0.491 | 0.986 | 0.641 | 0.934 | 0.390 | 0.216 | 0.990 | 0.558 | 0.998 | -0.690 | 0.073 | 0.035 | 0.097 | 0.064 | -0.561 | 0.024 |
| Male_Female_Ratio | -0.845 | -0.932 | -0.932 | 0.940 | -0.932 | -0.932 | 1.000 | -0.935 | -0.616 | -0.927 | -0.689 | -0.922 | -0.301 | -0.079 | -0.942 | -0.517 | -0.929 | 0.667 | 0.090 | 0.033 | 0.016 | 0.095 | 0.499 | -0.147 |
| Population_aging_Ratio | 0.913 | 0.999 | 0.999 | -0.997 | 0.999 | 0.999 | -0.935 | 1.000 | 0.491 | 0.986 | 0.646 | 0.935 | 0.390 | 0.213 | 0.989 | 0.557 | 0.997 | -0.689 | 0.074 | 0.037 | 0.097 | 0.065 | -0.558 | 0.023 |
| Power_usage | 0.403 | 0.491 | 0.491 | -0.518 | 0.491 | 0.491 | -0.616 | 0.491 | 1.000 | 0.457 | 0.309 | 0.507 | 0.185 | 0.008 | 0.523 | 0.273 | 0.478 | -0.420 | -0.609 | -0.397 | -0.357 | -0.615 | -0.203 | 0.593 |
| Num_of_Business | 0.905 | 0.986 | 0.986 | -0.982 | 0.986 | 0.986 | -0.927 | 0.986 | 0.457 | 1.000 | 0.677 | 0.919 | 0.383 | 0.160 | 0.968 | 0.534 | 0.987 | -0.666 | 0.091 | 0.056 | 0.121 | 0.082 | -0.580 | 0.013 |
| Business_above_100 | 0.596 | 0.641 | 0.641 | -0.642 | 0.641 | 0.641 | -0.689 | 0.646 | 0.309 | 0.677 | 1.000 | 0.674 | 0.130 | -0.330 | 0.645 | 0.276 | 0.646 | -0.331 | 0.106 | 0.123 | 0.066 | 0.101 | -0.595 | -0.039 |
| annual_household_income | 0.875 | 0.934 | 0.934 | -0.934 | 0.934 | 0.934 | -0.922 | 0.935 | 0.507 | 0.919 | 0.674 | 1.000 | 0.399 | 0.161 | 0.958 | 0.538 | 0.932 | -0.707 | 0.043 | 0.035 | 0.016 | 0.037 | -0.553 | 0.019 |
| High_School_Graduate_num | 0.399 | 0.390 | 0.390 | -0.389 | 0.390 | 0.390 | -0.301 | 0.390 | 0.185 | 0.383 | 0.130 | 0.399 | 1.000 | 0.385 | 0.378 | 0.385 | 0.396 | -0.249 | 0.024 | -0.067 | -0.177 | 0.043 | -0.435 | 0.024 |
| High_School_Graduate_ratio | 0.195 | 0.216 | 0.216 | -0.213 | 0.216 | 0.216 | -0.079 | 0.213 | 0.008 | 0.160 | -0.330 | 0.161 | 0.385 | 1.000 | 0.196 | 0.154 | 0.220 | -0.212 | 0.028 | -0.129 | -0.031 | 0.039 | 0.073 | 0.009 |
| personal_expense | 0.902 | 0.990 | 0.990 | -0.989 | 0.990 | 0.990 | -0.942 | 0.989 | 0.523 | 0.968 | 0.645 | 0.958 | 0.378 | 0.196 | 1.000 | 0.601 | 0.986 | -0.694 | 0.050 | 0.024 | 0.055 | 0.044 | -0.535 | 0.027 |
| benefits_vs_personal_expense | 0.458 | 0.558 | 0.558 | -0.557 | 0.558 | 0.558 | -0.517 | 0.557 | 0.273 | 0.534 | 0.276 | 0.538 | 0.385 | 0.154 | 0.601 | 1.000 | 0.558 | -0.122 | 0.043 | 0.004 | -0.028 | 0.048 | -0.315 | 0.013 |
| employment_ratio | 0.912 | 0.998 | 0.998 | -0.996 | 0.998 | 0.998 | -0.929 | 0.997 | 0.478 | 0.987 | 0.646 | 0.932 | 0.396 | 0.220 | 0.986 | 0.558 | 1.000 | -0.678 | 0.079 | 0.040 | 0.100 | 0.071 | -0.565 | 0.019 |
| employment_insurance_ratio | -0.685 | -0.690 | -0.690 | 0.684 | -0.690 | -0.690 | 0.667 | -0.689 | -0.420 | -0.666 | -0.331 | -0.707 | -0.249 | -0.212 | -0.694 | -0.122 | -0.678 | 1.000 | -0.001 | -0.049 | -0.086 | 0.023 | 0.360 | -0.050 |
| Average_Temp | 0.183 | 0.073 | 0.073 | -0.043 | 0.073 | 0.073 | 0.090 | 0.074 | -0.609 | 0.091 | 0.106 | 0.043 | 0.024 | 0.028 | 0.050 | 0.043 | 0.079 | -0.001 | 1.000 | 0.732 | 0.685 | 0.991 | -0.191 | -0.909 |
| Monthly_Rainfall | 0.088 | 0.035 | 0.034 | -0.008 | 0.035 | 0.035 | 0.033 | 0.037 | -0.397 | 0.056 | 0.123 | 0.035 | -0.067 | -0.129 | 0.024 | 0.004 | 0.040 | -0.049 | 0.732 | 1.000 | 0.716 | 0.703 | -0.109 | -0.707 |
| Average_Relative_Humadity | 0.139 | 0.097 | 0.097 | -0.068 | 0.098 | 0.097 | 0.016 | 0.097 | -0.357 | 0.121 | 0.066 | 0.016 | -0.177 | -0.031 | 0.055 | -0.028 | 0.100 | -0.086 | 0.685 | 0.716 | 1.000 | 0.637 | -0.210 | -0.563 |
| Ground_Temp | 0.177 | 0.064 | 0.064 | -0.036 | 0.064 | 0.064 | 0.095 | 0.065 | -0.615 | 0.082 | 0.101 | 0.037 | 0.043 | 0.039 | 0.044 | 0.048 | 0.071 | 0.023 | 0.991 | 0.703 | 0.637 | 1.000 | -0.167 | -0.922 |
| Average_Wind | -0.569 | -0.561 | -0.561 | 0.545 | -0.561 | -0.561 | 0.499 | -0.558 | -0.203 | -0.580 | -0.595 | -0.553 | -0.435 | 0.073 | -0.535 | -0.315 | -0.565 | 0.360 | -0.191 | -0.109 | -0.210 | -0.167 | 1.000 | 0.001 |
| Average_Pressure | -0.085 | 0.024 | 0.024 | -0.044 | 0.024 | 0.024 | -0.147 | 0.023 | 0.593 | 0.013 | -0.039 | 0.019 | 0.024 | 0.009 | 0.027 | 0.013 | 0.019 | -0.050 | -0.909 | -0.707 | -0.563 | -0.922 | 0.001 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2010-01-01 | 118558.064516 | 238662.0 | 91265.0 | 2.615044 | 122842.0 | 115820.0 | 1.060629 | 8.8 | 229454000.0 | 11587.0 | 67.0 | 0.0 | 641.0 | 1819.0 | 0.55678 | 40694093.0 | 18.0 | 53617.0 | 0.224657 | -4.5 | 29.3 | 65.0 | -1.2 | 2.3 | 1013.6 |
| 2010-02-01 | 117525.357143 | 238786.0 | 91411.0 | 2.612224 | 122892.0 | 115894.0 | 1.060383 | 8.8 | 221621000.0 | 11729.0 | 68.0 | 0.0 | 641.0 | 1819.0 | 0.55678 | 40694093.0 | 18.0 | 53943.0 | 0.225905 | 1.4 | 55.3 | 59.0 | 1.4 | 2.4 | 1010.7 |
| 2010-03-01 | 119114.193548 | 239430.0 | 91723.0 | 2.610359 | 123224.0 | 116206.0 | 1.060393 | 8.9 | 182461000.0 | 11627.0 | 71.0 | 0.0 | 641.0 | 1819.0 | 0.55678 | 40694093.0 | 18.0 | 54080.0 | 0.225870 | 4.3 | 82.5 | 59.0 | 5.0 | 2.9 | 1009.6 |
| 2010-04-01 | 106863.666667 | 240134.0 | 92041.0 | 2.608989 | 123577.0 | 116557.0 | 1.060228 | 8.9 | 190282000.0 | 12110.0 | 80.0 | 0.0 | 641.0 | 1819.0 | 0.55678 | 40694093.0 | 18.0 | 54774.0 | 0.228098 | 9.5 | 62.8 | 54.0 | 10.8 | 2.9 | 1007.4 |
| 2010-05-01 | 125643.548387 | 241505.0 | 92371.0 | 2.614511 | 124361.0 | 117144.0 | 1.061608 | 8.9 | 158194000.0 | 12159.0 | 82.0 | 0.0 | 641.0 | 1819.0 | 0.55678 | 40694093.0 | 18.0 | 55284.0 | 0.228915 | 17.2 | 124.0 | 62.0 | 18.7 | 2.6 | 1000.6 |
| 2010-06-01 | 126102.666667 | 242559.0 | 92819.0 | 2.613247 | 124939.0 | 117620.0 | 1.062226 | 8.9 | 149051000.0 | 12365.0 | 81.0 | 0.0 | 641.0 | 1819.0 | 0.55678 | 40694093.0 | 18.0 | 55501.0 | 0.228814 | 23.4 | 127.6 | 62.0 | 26.1 | 2.1 | 999.5 |
| 2010-07-01 | 122844.838710 | 243433.0 | 93273.0 | 2.609898 | 125384.0 | 118049.0 | 1.062135 | 8.9 | 161991000.0 | 10030.0 | 64.0 | 0.0 | 641.0 | 1819.0 | 0.55678 | 40694093.0 | 18.0 | 55355.0 | 0.227393 | 25.8 | 239.2 | 74.0 | 27.6 | 2.5 | 997.7 |
| 2010-08-01 | 130349.354839 | 244950.0 | 93708.0 | 2.613971 | 126276.0 | 118674.0 | 1.064058 | 8.9 | 160766000.0 | 10325.0 | 65.0 | 0.0 | 641.0 | 1819.0 | 0.55678 | 40694093.0 | 18.0 | 55291.0 | 0.225724 | 26.5 | 598.7 | 78.0 | 28.3 | 2.4 | 1000.3 |
| 2010-09-01 | 114031.666667 | 245810.0 | 94030.0 | 2.614166 | 126711.0 | 119099.0 | 1.063913 | 8.9 | 161830000.0 | 10589.0 | 67.0 | 0.0 | 641.0 | 1819.0 | 0.55678 | 40694093.0 | 18.0 | 55534.0 | 0.225922 | 21.8 | 671.5 | 72.0 | 23.7 | 2.3 | 1003.4 |
| 2010-10-01 | 100616.774194 | 248174.0 | 95675.0 | 2.593927 | 128056.0 | 120118.0 | 1.066085 | 8.9 | 147606000.0 | 10903.0 | 67.0 | 0.0 | 641.0 | 1819.0 | 0.55678 | 40694093.0 | 18.0 | 55855.0 | 0.225064 | 14.5 | 25.6 | 61.0 | 15.9 | 2.2 | 1008.9 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2021-03-01 | 222748.451613 | 383052.0 | 164789.0 | 2.324500 | 195851.0 | 187201.0 | 1.046207 | 13.6 | 224427437.0 | 20650.0 | 79.0 | 0.0 | 890.0 | 2053.0 | 0.632861 | 82408773.0 | 22.6 | 82134.0 | 0.214420 | 9.0 | 110.9 | 63.0 | 9.7 | 2.4 | 1009.2 |
| 2021-04-01 | 209055.300000 | 383794.0 | 165219.0 | 2.322941 | 196185.0 | 187609.0 | 1.045712 | 13.7 | 215380915.0 | 21343.0 | 79.0 | 0.0 | 890.0 | 2053.0 | 0.632861 | 82408773.0 | 22.6 | 83117.0 | 0.216567 | 14.2 | 124.1 | 54.0 | 15.7 | 2.6 | 1007.9 |
| 2021-05-01 | 209302.258065 | 384306.0 | 165450.0 | 2.322792 | 196393.0 | 187913.0 | 1.045127 | 13.8 | 195316807.0 | 21072.0 | 80.0 | 0.0 | 890.0 | 2053.0 | 0.632861 | 82408773.0 | 22.6 | 83377.0 | 0.216955 | 17.1 | 183.1 | 68.0 | 18.8 | 2.4 | 998.9 |
| 2021-06-01 | 215247.433333 | 384714.0 | 165676.0 | 2.322086 | 196588.0 | 188126.0 | 1.044980 | 13.8 | 203319093.0 | 21438.0 | 82.0 | 0.0 | 890.0 | 2053.0 | 0.632861 | 82408773.0 | 22.6 | 83801.0 | 0.217827 | 22.8 | 104.6 | 73.0 | 25.2 | 2.2 | 997.7 |
| 2021-07-01 | 216506.548387 | 385000.0 | 165915.0 | 2.320465 | 196660.0 | 188340.0 | 1.044175 | 13.9 | 219033952.0 | 21577.0 | 82.0 | 0.0 | 890.0 | 2053.0 | 0.632861 | 82408773.0 | 22.6 | 83769.0 | 0.217582 | 28.1 | 168.3 | 71.0 | 29.7 | 2.0 | 998.1 |
| 2021-08-01 | 224634.419355 | 385808.0 | 166446.0 | 2.317917 | 197056.0 | 188752.0 | 1.043994 | 14.0 | 248480390.0 | 21424.0 | 82.0 | 0.0 | 890.0 | 2053.0 | 0.632861 | 82408773.0 | 22.6 | 83822.0 | 0.217264 | 25.9 | 211.2 | 74.0 | 28.2 | 2.1 | 998.6 |
| 2021-09-01 | 212219.100000 | 386301.0 | 166840.0 | 2.315398 | 197265.0 | 189036.0 | 1.043531 | 14.1 | 219289107.0 | 21198.0 | 81.0 | 0.0 | 890.0 | 2053.0 | 0.632861 | 82408773.0 | 22.6 | 84104.0 | 0.217716 | 22.6 | 131.0 | 71.0 | 24.6 | 2.3 | 1003.4 |
| 2021-10-01 | 195280.064516 | 386496.0 | 166969.0 | 2.314777 | 197315.0 | 189181.0 | 1.042996 | 14.1 | 196543676.0 | 21378.0 | 84.0 | 0.0 | 890.0 | 2053.0 | 0.632861 | 82408773.0 | 22.6 | 84335.0 | 0.218204 | 15.6 | 57.0 | 70.0 | 16.7 | 2.1 | 1011.0 |
| 2021-11-01 | 227141.466667 | 386573.0 | 167158.0 | 2.312620 | 197285.0 | 189288.0 | 1.042248 | 14.2 | 223602089.0 | 21471.0 | 85.0 | 0.0 | 890.0 | 2053.0 | 0.632861 | 82408773.0 | 22.6 | 84402.0 | 0.218334 | 8.2 | 62.4 | 68.0 | 7.9 | 2.1 | 1009.1 |
| 2021-12-01 | 215382.193548 | 387289.0 | 167673.0 | 2.309788 | 197673.0 | 189616.0 | 1.042491 | 14.3 | 255527156.0 | 21207.0 | 87.0 | 0.0 | 890.0 | 2053.0 | 0.632861 | 82408773.0 | 22.6 | 83975.0 | 0.216828 | 0.6 | 7.9 | 62.0 | 0.8 | 2.3 | 1014.4 |